Mechanistic study of mixed lithium halides solid state electrolytes
Davide Tisi, Sergey Pozdnyakov, Michele Ceriotti

TL;DR
This study uses machine learning potentials to explore how alloying and structural changes in lithium halide solid electrolytes affect lithium conductivity, providing insights for designing better materials.
Contribution
It applies a universal MLIP to analyze the structure-property relations in Li-Y-X halide alloys, revealing how composition influences lattice and conductivity.
Findings
Alloying modulates lattice parameters and can induce symmetry transitions.
Chemical composition and lattice effects on conductivity tend to offset each other.
Y-In substitution slightly increases conductivity in certain phases.
Abstract
Lithium halides with the general formula LiMX, where M indicates transition metal ions and X halide anions are very actively studied as solid-state electrolytes, because of relatively low cost, high stability and Li conductivity. The structure and properties of these halide-based solid electrolytes (HSE) can be tuned by alloying, e.g. using different halides and/or transition metals simultaneously. The large chemical space is difficult to sample by experiments, making simulations based on broadly applicable machine-learning interatomic potentials (MLIPs) a promising approach to elucidate structure-property relations, and facilitate the design of better-performing compositions. Here we focus on the LiYClBr system, for which reliable experimental data exists, and use the recently-developed PET-MAD universal MLIP to investigate the structure of the alloy,…
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
Taxonomy
TopicsAdvanced Battery Materials and Technologies · Machine Learning in Materials Science · Thermal Expansion and Ionic Conductivity
